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Kevin Leyton-Brown
Kevin Leyton-Brown
Professor, Computer Science, University of British Columbia; Canada CIFAR AI Chair
Preverjeni e-poštni naslov na cs.ubc.ca - Domača stran
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Leto
Multiagent systems: Algorithmic, game-theoretic, and logical foundations
Y Shoham, K Leyton-Brown
Cambridge University Press, 2009
39202009
Sequential model-based optimization for general algorithm configuration
F Hutter, HH Hoos, K Leyton-Brown
Proceedings of the 5th International Conference on Learning and Intelligent …, 2011
34612011
Auto-WEKA: Combined selection and hyperparameter optimization of classification algorithms
C Thornton, F Hutter, HH Hoos, K Leyton-Brown
Proceedings of the 19th ACM SIGKDD international conference on Knowledge …, 2013
20672013
ParamILS: an automatic algorithm configuration framework
F Hutter, HH Hoos, K Leyton-Brown, T Stützle
Journal of Artificial Intelligence Research (JAIR) 36 (1), 267-306, 2009
13232009
Artificial intelligence and life in 2030: the one hundred year study on artificial intelligence
P Stone, R Brooks, E Brynjolfsson, R Calo, O Etzioni, G Hager, ...
arXiv preprint arXiv:2211.06318, 2016
1243*2016
SATzilla: Portfolio-based Algorithm Selection for SAT
L Xu, F Hutter, HH Hoos, K Leyton-Brown
Journal of Artificial Intelligence Research (JAIR) 32, 565-606, 2008
12002008
Auto-WEKA 2.0: Automatic model selection and hyperparameter optimization in WEKA
L Kotthoff, C Thornton, HH Hoos, F Hutter, K Leyton-Brown
Journal of Machine Learning Research 18 (25), 1--5, 2017
10202017
Incentives for sharing in peer-to-peer networks
P Golle, K Leyton-Brown, I Mironov, M Lillibridge
ACM Conference on Electronic Commerce, 75-87, 2001
8692001
Essentials of Game Theory: A Concise Multidisciplinary Introduction
K Leyton-Brown, Y Shoham
Synthesis Lectures on Artificial Intelligence and Machine Learning, 1-88, 2008
7662008
An efficient approach for assessing hyperparameter importance
F Hutter, H Hoos, K Leyton-Brown
International Conference on Machine Learning, 2014
6632014
Taming the computational complexity of combinatorial auctions: Optimal and approximate approaches
Y Fujishima, K Leyton-Brown, Y Shoham
International Joint Conference on Artificial Intelligence (IJCAI) 99, 548-553, 1999
6631999
Algorithm runtime prediction: Methods & evaluation
F Hutter, L Xu, HH Hoos, K Leyton-Brown
Artificial Intelligence 206, 79-111, 2014
6052014
Towards a universal test suite for combinatorial auction algorithms
K Leyton-Brown, M Pearson, Y Shoham
Proceedings of the 2nd ACM conference on Electronic Commerce, 66-76, 2000
5352000
In-context retrieval-augmented language models
O Ram, Y Levine, I Dalmedigos, D Muhlgay, A Shashua, K Leyton-Brown, ...
Transactions of the Association for Computational Linguistics 11, 1316-1331, 2023
5212023
Towards an empirical foundation for assessing Bayesian optimization of hyperparameters
K Eggensperger, M Feurer, F Hutter, J Bergstra, J Snoek, H Hoos, ...
NIPS Workshop on Bayesian Optimization in Theory and Practice, 2013
4812013
Deep IV: A flexible approach for counterfactual prediction
J Hartford, G Lewis, K Leyton-Brown, M Taddy
International Conference on Machine Learning, 1414-1423, 2017
4002017
ASlib: A benchmark library for algorithm selection
B Bischl, P Kerschke, L Kotthoff, M Lindauer, Y Malitsky, A Fréchette, ...
Artificial Intelligence 237, 41–58, 2014
3082014
Understanding random SAT: Beyond the clauses-to-variables ratio
E Nudelman, K Leyton-Brown, H Hoos, A Devkar, Y Shoham
Principles and Practice of Constraint Programming, 438-452, 2004
2912004
Hydra: Automatically configuring algorithms for portfolio-based selection
L Xu, H Hoos, K Leyton-Brown
Proceedings of the AAAI Conference on Artificial Intelligence 24 (1), 210-216, 2010
2642010
Automated configuration of mixed integer programming solvers
F Hutter, HH Hoos, K Leyton-Brown
Integration of AI and OR Techniques in Constraint Programming for …, 2010
2632010
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